Skill comparison

Compare agent skills before installing.

Put high-signal skills side by side and inspect quality, adoption, freshness, install readiness, use-case fit, and warnings in one place.

Comparing 4 skills

Use this as a shortlist, then open the skill detail page before adopting.

Decision summary

Strongest overall

Pandas

Use this as a leading candidate, then validate the README and install path in your own agent stack.

Fastest prototype

Pandas

Best first install candidate based on install readiness and adoption.

Freshest repo

Open Notebook

Most recent maintenance signal among this shortlist.

Signal	ShadowFinder Find possible locations of shadows around the world	Ipython Official repository for IPython itself. Other repos in the IPython organization contain things like the website, documentation builds, etc.	Pandas Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more	Open Notebook An Open Source implementation of Notebook LM with more flexibility and features
Quality	67/100 Promising	100/100 Excellent	100/100 Excellent	100/100 Excellent
Decision verdict	69/100 Prototype first Prototype with this skill first; keep a fallback candidate ready.	100/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack.	100/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack.	100/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack.
Adoption	585 stars Verified outcomes are shown on each skill page	17K stars Verified outcomes are shown on each skill page	49K stars Verified outcomes are shown on each skill page